Emerging Technologies Focus: AI
Current Projects
Latest Blog Posts
Intelligent inference request routing for large language models
Today's AI environment is experiencing a surge in specialized Large Language Models (LLMs), each possessing unique abilities and strengths123: Some are strong in reasoning and mathematics, while others may excel in creative writing. Yet most applications resort to a...
Enhancing AI inference security with confidential computing: A path to private data inference with proprietary LLMs
Red Hat's Office of the CTO is collaborating in the upstream project Tinfoil community to explore pioneering a complete, cloud-native solution for Confidential AI. The community is focused on solving one of the toughest AI security challenges facing the enterprise:...
A developer’s guide to PyTorch, containers, and NVIDIA – Solving the puzzle
Starting about 5 years ago, I began moving to container-based operating systems (OS). It started with Bazzite and most recently I have been using Aurora. What's not to love? These OS's make containers first-class citizens, simplifying how to "install" and run...
Understanding Triton Cache: Optimizing GPU Kernel Compilation
The goal of this blog post is to explore Triton’s caching mechanism: how it works, what affects it, how different frameworks leverage it, and how you can optimize it for your specific workloads.
Model authenticity and transparency with Sigstore
What is the Sigstore model transparency project? Sigstore’s Model Transparency project is a Sigstore community project aimed at applying the software supply chain security practice of signing to machine learning (ML) models. Hosted on Github at...